diff --git a/examples/teleop/franka.py b/examples/teleop/franka.py
index 979b55fe..1645ccef 100644
--- a/examples/teleop/franka.py
+++ b/examples/teleop/franka.py
@@ -55,6 +55,7 @@
 
 DATASET_PATH = "test_iris"
 INSTRUCTION = "pick up cube"
+RECORD_FPS = 30
 
 robot2world = {
     "right": rcs.common.Pose(
@@ -143,7 +144,9 @@ def get_env():
 
         scene = EmptyWorldFR3Duo()
         sim_cfg_data = scene.config()
-        sim_cfg_data.sim_cfg = SimConfig(async_control=True, realtime=True, frequency=30, max_convergence_steps=500)
+        sim_cfg_data.sim_cfg = SimConfig(
+            async_control=True, realtime=True, frequency=RECORD_FPS, max_convergence_steps=500
+        )
         sim_cfg_data.relative_to = RelativeTo.CONFIGURED_ORIGIN
         if sim_cfg_data.root_frame_objects is None:
             sim_cfg_data.root_frame_objects = {}
@@ -164,7 +167,7 @@ def get_env():
 def main():
     env_rel, operator = get_env()
     env_rel.reset()
-    tele = TeleopLoop(env_rel, operator)
+    tele = TeleopLoop(env_rel, operator, env_frequency=RECORD_FPS, robot_platform=ROBOT_INSTANCE)
     with env_rel, tele:  # type: ignore
         tele.environment_step_loop()
 
diff --git a/python/rcs/envs/base.py b/python/rcs/envs/base.py
index a62628a9..b3c21c05 100644
--- a/python/rcs/envs/base.py
+++ b/python/rcs/envs/base.py
@@ -544,10 +544,11 @@ class RelativeTo(Enum):
     NONE = auto()
 
 
-class RelativeActionSpace(gym.ActionWrapper):
+class RelativeActionSpace(ActObsInfoWrapper):
     DEFAULT_MAX_CART_MOV = 0.5
     DEFAULT_MAX_CART_ROT = np.deg2rad(90)
     DEFAULT_MAX_JOINT_MOV = np.deg2rad(5)
+    ABSOLUTE_ACTION_KEY = "absolute_action"
 
     def __init__(
         self,
@@ -624,6 +625,7 @@ def __init__(
         self.initial_obs: dict[str, Any] | None = None
         self._origin: common.Pose | VecType | None = None
         self._last_action: common.Pose | VecType | None = None
+        self._absolute_action: common.Pose | VecType | None = None
 
     def set_origin(self, origin: common.Pose | VecType):
         if self.get_wrapper_attr("get_control_mode")() == ControlMode.JOINTS:
@@ -669,7 +671,9 @@ def action(self, action: dict[str, Any]) -> dict[str, Any]:
                 limited_joints_diff = np.clip(joints_diff, -self.max_mov, self.max_mov)
                 limited_joints = limited_joints_diff + self._last_action
                 self._last_action = limited_joints
-            action.update(JointsDictType(joints=np.clip(self._origin + limited_joints, low, high)))
+            clipped_joints = np.clip(self._origin + limited_joints, low, high)
+            action.update(JointsDictType(joints=clipped_joints))
+            self._absolute_action = clipped_joints
 
         elif self.get_wrapper_attr("get_control_mode")() == ControlMode.CARTESIAN_TRPY and self.trpy_key in action:
             assert isinstance(self._origin, common.Pose), "Invalid origin type given the control mode."
@@ -705,16 +709,15 @@ def action(self, action: dict[str, Any]) -> dict[str, Any]:
                 translation=self._origin.translation() + clipped_pose_offset.translation(),  # type: ignore
                 rpy_vector=(clipped_pose_offset * self._origin).rotation_rpy().as_vector(),
             )
-            action.update(
-                TRPYDictType(
-                    xyzrpy=np.concatenate(  # type: ignore
-                        [
-                            np.clip(unclipped_pose.translation(), pose_space.low[:3], pose_space.high[:3]),
-                            unclipped_pose.rotation_rpy().as_vector(),
-                        ],
-                    )
-                )
+            clipped_pose = np.concatenate(  # type: ignore
+                [
+                    np.clip(unclipped_pose.translation(), pose_space.low[:3], pose_space.high[:3]),
+                    unclipped_pose.rotation_rpy().as_vector(),
+                ],
             )
+            action.update(TRPYDictType(xyzrpy=clipped_pose))
+            self._absolute_action = clipped_pose
+
         elif self.get_wrapper_attr("get_control_mode")() == ControlMode.CARTESIAN_TQuat and self.tquat_key in action:
             assert isinstance(self._origin, common.Pose), "Invalid origin type given the control mode."
             assert isinstance(self.max_mov, tuple)
@@ -749,22 +752,29 @@ def action(self, action: dict[str, Any]) -> dict[str, Any]:
                 translation=self._origin.translation() + clipped_pose_offset.translation(),  # type: ignore
                 quaternion=(clipped_pose_offset * self._origin).rotation_q(),
             )
-
-            action.update(
-                TQuatDictType(
-                    tquat=np.concatenate(  # type: ignore
-                        [
-                            np.clip(unclipped_pose.translation(), pose_space.low[:3], pose_space.high[:3]),
-                            unclipped_pose.rotation_q(),
-                        ],
-                    )
-                )
+            clipped_pose = np.concatenate(  # type: ignore
+                [
+                    np.clip(unclipped_pose.translation(), pose_space.low[:3], pose_space.high[:3]),
+                    unclipped_pose.rotation_q(),
+                ],
             )
+            action.update(TQuatDictType(tquat=clipped_pose))  # type: ignore
+            self._absolute_action = clipped_pose
+
         else:
             msg = "Given type is not matching control mode!"
             raise RuntimeError(msg)
         return action
 
+    def observation(self, observation: dict, info: dict[str, Any]) -> tuple[dict[str, Any], dict[str, Any]]:
+        if self._absolute_action is not None:
+            info[self.ABSOLUTE_ACTION_KEY] = (
+                list(self._absolute_action.translation()) + list(self._absolute_action.rotation_q())
+                if isinstance(self._absolute_action, common.Pose)
+                else self._absolute_action
+            )
+        return observation, info
+
 
 class CameraSetWrapper(ActObsInfoWrapper):
     RGB_KEY = "rgb"
diff --git a/python/rcs/envs/storage_wrapper.py b/python/rcs/envs/storage_wrapper.py
index 01253bc9..1073cd04 100644
--- a/python/rcs/envs/storage_wrapper.py
+++ b/python/rcs/envs/storage_wrapper.py
@@ -14,6 +14,7 @@
 import pyarrow.dataset as ds
 import simplejpeg
 from PIL import Image
+from rcs.envs.base import RelativeActionSpace
 
 
 class StorageWrapper(gym.Wrapper):
@@ -89,6 +90,7 @@ def __init__(
         self.instruction = instruction
         self._success = False
         self._prev_action = None
+        self._prev_absolute_action = None
 
         self.thread_pool = ThreadPoolExecutor()
         self.queue: Queue[pa.Table | pa.RecordBatch] = Queue(maxsize=2)
@@ -265,9 +267,25 @@ def step(self, action):
                     "action": self._prev_action,
                     "instruction": self.instruction,
                     "timestamp": datetime.datetime.now().timestamp(),
+                    RelativeActionSpace.ABSOLUTE_ACTION_KEY: self._prev_absolute_action,
                 }
             )
             self._prev_action = action
+            if RelativeActionSpace.ABSOLUTE_ACTION_KEY in obs:
+                # single env
+                self._prev_absolute_action = obs[RelativeActionSpace.ABSOLUTE_ACTION_KEY]
+            else:
+                # multi env wrapper
+                act_dict = {}
+                try:
+                    for key in self.get_wrapper_attr("envs"):
+                        if RelativeActionSpace.ABSOLUTE_ACTION_KEY in obs[key]:
+                            act_dict[key] = obs[key][RelativeActionSpace.ABSOLUTE_ACTION_KEY]
+                except AttributeError:
+                    pass
+                if len(act_dict) != 0:
+                    self._prev_absolute_action = act_dict  # type: ignore
+
             self.step_cnt += 1
             if len(self.buffer) == self.batch_size:
                 self._flush()
@@ -291,6 +309,7 @@ def reset(self, *, seed: int | None = None, options: dict[str, Any] | None = Non
         self._pause = not self.always_record
         self._success = False
         self._prev_action = None
+        self._prev_absolute_action = None
         obs, info = self.env.reset()
         self.step_cnt = 0
         self.uuid = uuid4()
diff --git a/python/rcs/operator/interface.py b/python/rcs/operator/interface.py
index e7e6b3c0..37debc92 100644
--- a/python/rcs/operator/interface.py
+++ b/python/rcs/operator/interface.py
@@ -7,6 +7,7 @@
 from time import sleep
 
 import gymnasium as gym
+from rcs._core.common import RobotPlatform
 from rcs.envs.base import ArmWithGripper, ControlMode, RelativeTo
 from rcs.sim.sim import Sim
 from rcs.utils import SimpleFrameRate
@@ -71,12 +72,14 @@ def __init__(
         env: gym.Env,
         operator: BaseOperator,
         env_frequency: int = 30,
+        robot_platform: RobotPlatform = RobotPlatform.HARDWARE,
         key_translation: dict[str, str] | None = None,
     ):
         super().__init__()
         self.env = env
         self.operator = operator
         self._exit_requested = False
+        self.robot_platform = robot_platform
         self.env_frequency = env_frequency
         if key_translation is None:
             # controller to robot translation
@@ -114,7 +117,9 @@ def _translate_keys(self, actions):
         return translated
 
     def environment_step_loop(self):
-        rate_limiter = SimpleFrameRate(self.env_frequency, "env loop")
+        rate_limiter = SimpleFrameRate(
+            self.env_frequency if self.robot_platform == RobotPlatform.HARDWARE else None, "env loop"
+        )
 
         # 0. Initial Reset to get current positions for untracked robots
         self._last_obs, _ = self.env.reset()
diff --git a/python/rcs/utils.py b/python/rcs/utils.py
index f2d3bebc..9f9b7e7f 100644
--- a/python/rcs/utils.py
+++ b/python/rcs/utils.py
@@ -6,7 +6,7 @@
 
 
 class SimpleFrameRate:
-    def __init__(self, frame_rate: float, loop_name: str = "SimpleFrameRate"):
+    def __init__(self, frame_rate: float | None, loop_name: str = "SimpleFrameRate"):
         """SimpleFrameRate is a utility class to manage frame rates in a simple way.
         It allows you to call it in a loop, and it will sleep the necessary time to maintain the desired frame rate.
 
@@ -22,6 +22,8 @@ def reset(self):
         self.t = None
 
     def __call__(self):
+        if self.frame_rate is None:
+            return
         if self.t is None:
             self.t = perf_counter()
             self._last_print = self.t